Kyung-Ah Sohn

CytoGate-Bench evaluates LLMs for cross-panel cell gating in cytometry by reformulating manual gating as a zero-shot task using expert-annotated data.

HiG2Vec improves gene ontology and gene representation by using Poincare embeddings to better capture hierarchical structures and predict gene interactions.

The paper introduces iDRW, a multi-layered network-based pathway activity inference method, showing improved outcome prediction in urologic cancers compared to existing methods.